{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from path_explain import PathExplainerTF, scatter_plot, summary_plot, softplus_activation\n",
    "from path_explain.utils import set_up_environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "set_up_environment(visible_devices='3')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.boston_housing.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_scaled = scaler.fit_transform(x_train)\n",
    "x_test_scaled  = scaler.transform(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tf.keras.models.Sequential()\n",
    "model.add(tf.keras.layers.Input(shape=(13,)))\n",
    "model.add(tf.keras.layers.Dense(units=32, activation=tf.keras.activations.relu))\n",
    "model.add(tf.keras.layers.Dense(units=32, activation=tf.keras.activations.relu))\n",
    "model.add(tf.keras.layers.Dense(units=1,  activation=None))\n",
    "\n",
    "optimizer = tf.keras.optimizers.SGD(learning_rate=0.001, momentum=0.9, nesterov=True)\n",
    "loss = tf.keras.losses.MeanSquaredError()\n",
    "metrics = [tf.keras.metrics.MeanSquaredError(), tf.keras.metrics.MeanAbsoluteError()]\n",
    "model.compile(optimizer=optimizer,\n",
    "              loss=loss,\n",
    "              metrics=metrics)\n",
    "model.fit(x_train_scaled, y_train, batch_size=64, epochs=50, verbose=0)\n",
    "train_loss, train_mse, train_mae = model.evaluate(x_train_scaled, y_train, batch_size=64, verbose=0)\n",
    "test_loss, test_mse, test_mae = model.evaluate(x_test_scaled, y_test, batch_size=64, verbose=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE: 5.0903\tTrain MAE: 1.6237\n",
      "Test MSE: 15.7925\tTest MAE: 2.6760\n"
     ]
    }
   ],
   "source": [
    "print('Train MSE: {:.4f}\\tTrain MAE: {:.4f}'.format(train_mse, train_mae))\n",
    "print('Test MSE: {:.4f}\\tTest MAE: {:.4f}'.format(test_mse, test_mae))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(x_test_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7bcc30c950>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(y_pred[:, 0], y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting the Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step in interpreting a ReLU-based model is changing the activations to softplus. The justification for doing this is discussed in the original paper, but in code this is fairly simple to do. First we clone the model, and then we manually change the activation function!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "interpret_model = tf.keras.models.clone_model(model)\n",
    "interpret_model.layers[0].activation = softplus_activation(beta=10.0)\n",
    "interpret_model.layers[1].activation = softplus_activation(beta=10.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to define our explainer object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = PathExplainerTF(interpret_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we actually have to run the attribution function. Here we used expected gradients because the argument `use_expectation` is equal to true and the baseline is set to be the training data. However, we could set `use_expectation` and the baseline to be the zeros vector to use integrated gradients instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 102/102 [00:01<00:00, 62.25it/s]\n"
     ]
    }
   ],
   "source": [
    "attributions = explainer.attributions(inputs=x_test_scaled.astype(np.float32),\n",
    "                                      baseline=x_train_scaled.astype(np.float32),\n",
    "                                      batch_size=100,\n",
    "                                      num_samples=200,\n",
    "                                      use_expectation=True,\n",
    "                                      output_indices=0,\n",
    "                                      verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code to generate interactions takes the same arguments as the code to generate attributions. This makes generating interactions nice and easy! Here we are using expected hessians to generate interactions, but we can also use integrated hessians by changing the same arguments mentioned above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 102/102 [02:20<00:00,  1.38s/it]\n"
     ]
    }
   ],
   "source": [
    "interactions = explainer.interactions(inputs=x_test_scaled.astype(np.float32),\n",
    "                                      baseline=x_train_scaled.astype(np.float32),\n",
    "                                      batch_size=100,\n",
    "                                      num_samples=200,\n",
    "                                      use_expectation=True,\n",
    "                                      output_indices=0,\n",
    "                                      verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Taken from https://www.cs.toronto.edu/~delve/data/boston/bostonDetail.html\n",
    "feature_names = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX', 'PTRATIO', 'B', 'LSTAT', 'MEDV']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we do a summary plot of all the attributions. To give credit where credit is due, most of the plotting libraries here are based off of the [SHAP package](https://github.com/slundberg/shap). Thanks Scott :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary_plot(attributions,\n",
    "             x_test,\n",
    "             feature_names=feature_names,\n",
    "             plot_top_k=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we plot the attributions and interactions of a specific feature. We can see some interesting patterns that our model has learned!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x750 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = scatter_plot(attributions,\n",
    "                        x_test,\n",
    "                        feature_index='AGE',\n",
    "                        interactions=interactions,\n",
    "                        color_by='TAX',\n",
    "                        feature_names=feature_names,\n",
    "                        scale_y_ind=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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